Worcester Polytechnic Institute Electronic Theses and Dissertations Collection

Title page for ETD etd-050505-103641


Document Typethesis
Author NameKinkar, Shilpa N
URNetd-050505-103641
TitleDevelopment and Application of Semi-automated ITK Tools Development and Application of Semi-automated ITK Tools for the Segmentation of Brain MR Images
DegreeMS
DepartmentComputer Science
Advisors
  • Professor John M. Sullivan, Jr.,, Advisor
  • Professor Michael A. Gennert, Reader
  • Keywords
  • Segmentation
  • ITK
  • CMake
  • Watershed
  • Level Set
  • Geodesic
  • Fast Marching
  • Laplacian
  • Canny Edge
  • Date of Presentation/Defense2005-05-03
    Availability unrestricted

    Abstract

    Image segmentation is a process to identify regions of interest from digital images. Image segmentation plays an important role in medical image processing which enables a variety of clinical applications. It is also a tool to facilitate the detection of abnormalities such as cancerous lesions in the brain.

    Although numerous efforts in recent years have advanced this technique, no single approach solves the problem of segmentation for the large variety of image modalities existing today. Consequently, brain MRI segmentation remains a challenging task.

    The purpose of this thesis is to demonstrate brain MRI segmentation for delineation of tumors, ventricles and other anatomical structures using Insight Segmentation and Registration Toolkit (ITK) routines as the foundation. ITK is an open-source software system to support the Visible Human Project. Visible Human Project is the creation of complete, anatomically detailed, three-dimensional representations of the normal male and female human bodies. Currently under active development, ITK employs leading-edge segmentation and registration algorithms in two, three, and more dimensions. A goal of this thesis is to implement those algorithms to facilitate brain segmentation for a brain cancer research scientist.

    Files
  • ShilpaThesis.pdf

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